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ValorBrain · vs · Honcho
ValorBrain vs Honcho
Honcho is a memory platform focused on reasoning over what was stored. It has its own model (Neuromancer) that infers conclusions and patterns. Charges per reasoning tier ($0.001 to $0.50 per query).
memory that reasons + Neuromancer model · honcho.dev
Feature matrix
Focused on multi-tenant team memory. Not generic chatbots.
| Capability | Honcho | ValorBrain |
|---|---|---|
| Multi-tenant Postgres RLS | — | yes |
| Synchronous cross-agent coherence | limited | yes |
| Automatic Claude Code hooks | via Skill | yes |
| Public MCP HTTP transport | — | yes |
| OAuth 2.1 dynamic registration | — | yes |
| Per-query reasoning tiers | yes | — |
| Background dreaming | yes | on roadmap (EE.5) |
| Peer modeling (NPCs, multi-entity) | yes | — |
| Public benchmarks (LoCoMo, BEAM-100K) | yes | 96.58% R@10 LoCoMo; 80.8% binary BEAM-100K (reader GLM-5.3 Flash (Ox Alpha); judge GLM-5.2; effort=max; run 2026-08-23; ~44% slower than default effort; this benchmark setup is not the chat default) |
| Unlimited documents and search | unlimited context() | yes |
| Priced per person, not per call | per-query tier | yes |
| Per-person permission on every document | — | yes |
Where Honcho shines
- Custom memory reasoning with tiers ($0.001/q minimal to $0.50/q max)
- Background dreaming reasoning (similar to OpenClaw)
- Peer concept (modeling users, agents, NPCs separately)
- Published results on conversational-memory benchmarks
- Token efficiency claims: 60-90% savings
ValorBrain edge
- ValorBrain focuses on rich retrieval + cross-agent coherence; Honcho focuses on reasoning depth per query
- Public MCP HTTP transport with OAuth 2.1 (Honcho uses Skill + SDK)
- Multi-tenant Postgres RLS for B2B SaaS
- Automatic Claude Code hooks (Honcho has them via Skill install)
- Priced per person, with answers included in the plan, instead of per-query tiers
Gaps for multi-tenant SaaS
- No visible Postgres RLS multi-tenant isolation
- Focus on per-query reasoning, not on multi-agent coherence
- Per-query reasoning-tier pricing plus ingestion tokens: your bill depends on agent volume
- No public MCP HTTP transport (has Claude Skill but not native MCP)
- No Claude Code lifecycle hooks (depends on SDK)
When to choose each
Choose Honcho if…
- Reasoning depth over memory is your top priority
- You want Peer modeling (users/agents/NPCs separately)
- You have budget for high/max tiers ($0.10-$0.50/q)
- Focused on conversational memory + benchmarks (LoCoMo)
Choose ValorBrain if…
- Multi-tenant B2B SaaS (you resell or have corporate clients)
- You want hosted MCP transport with OAuth 2.1
- You need synchronous cross-agent coherence across Claude/Cursor/Kiro
- Multi-domain (not just conversational): coding, marketing, legal, ops, HR
Try the memory layer
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